INFO:root:Namespace(input_file='data/bimodal.npy', output_dir='outputs/411', architecture='escape_chain', number_of_states=8, log_f='trainig_log', no_mean=1, threads=1, fit='d', training_opt=[10, 1000, 100], opt_options=[1e-06, 1e-06, 15000.0, 10.0])
INFO:root:Best Optimization Result for iteration 0 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 45.9717166789493
        x: [ 1.296e-01  3.370e-01  1.997e-01  7.836e-01  4.844e-01
             9.493e-02  1.283e-01]
      nit: 1
      jac: [ 1.065e-03  1.167e-03  1.100e-03  1.373e-03  1.238e-03
             1.047e-03  1.064e-03]
     nfev: 16
     njev: 2
 hess_inv: <7x7 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 1 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 45.97410538502483
        x: [ 5.499e-01  2.614e-01  4.565e-01  2.371e-01  7.649e-01
             9.283e-01  9.003e-01]
      nit: 1
      jac: [ 1.268e-03  1.130e-03  1.224e-03  1.118e-03  1.365e-03
             1.433e-03  1.423e-03]
     nfev: 16
     njev: 2
 hess_inv: <7x7 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 2 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 45.97202094814799
        x: [ 4.539e-01  1.043e-01  5.318e-01  5.040e-01  7.974e-02
             3.259e-01  4.533e-01]
      nit: 1
      jac: [ 1.223e-03  1.052e-03  1.259e-03  1.246e-03  1.040e-03
             1.161e-03  1.222e-03]
     nfev: 16
     njev: 2
 hess_inv: <7x7 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 3 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 45.97432974137013
        x: [ 2.109e-01  8.178e-01  7.217e-01  2.016e-01  8.119e-01
             5.792e-01  9.234e-01]
      nit: 1
      jac: [ 1.106e-03  1.388e-03  1.346e-03  1.101e-03  1.385e-03
             1.282e-03  1.432e-03]
     nfev: 16
     njev: 2
 hess_inv: <7x7 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 4 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 45.97488352295388
        x: [ 1.432e-01  6.655e-01  9.289e-01  5.019e-01  9.205e-01
             7.978e-01  7.437e-01]
      nit: 1
      jac: [ 1.071e-03  1.322e-03  1.434e-03  1.246e-03  1.430e-03
             1.379e-03  1.356e-03]
     nfev: 16
     njev: 2
 hess_inv: <7x7 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 5 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 45.972290645031336
        x: [ 2.946e-01  4.669e-01  1.948e-01  3.954e-01  4.434e-01
             3.439e-01  5.675e-01]
      nit: 1
      jac: [ 1.147e-03  1.230e-03  1.098e-03  1.196e-03  1.219e-03
             1.171e-03  1.277e-03]
     nfev: 16
     njev: 2
 hess_inv: <7x7 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 6 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 45.97393580834564
        x: [ 6.564e-01  6.900e-01  6.008e-01  8.905e-01  3.491e-01
             2.811e-01  5.399e-01]
      nit: 1
      jac: [ 1.317e-03  1.332e-03  1.292e-03  1.418e-03  1.172e-03
             1.140e-03  1.263e-03]
     nfev: 16
     njev: 2
 hess_inv: <7x7 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 7 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 45.973809897072414
        x: [ 8.598e-01  6.330e-01  4.893e-01  8.435e-01  1.752e-01
             3.675e-01  5.208e-01]
      nit: 1
      jac: [ 1.406e-03  1.307e-03  1.240e-03  1.399e-03  1.088e-03
             1.182e-03  1.256e-03]
     nfev: 16
     njev: 2
 hess_inv: <7x7 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 8 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 45.973840976972056
        x: [ 4.510e-01  7.566e-01  7.027e-01  2.737e-01  3.461e-01
             9.009e-01  4.916e-01]
      nit: 1
      jac: [ 1.221e-03  1.361e-03  1.337e-03  1.135e-03  1.171e-03
             1.421e-03  1.240e-03]
     nfev: 16
     njev: 2
 hess_inv: <7x7 LbfgsInvHessProduct with dtype=float64>
INFO:root:Best Optimization Result for iteration 9 :   message: CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
  success: True
   status: 0
      fun: 45.972934462410116
        x: [ 4.098e-01  3.266e-01  2.443e-01  6.175e-01  8.820e-01
             2.473e-01  4.693e-01]
      nit: 1
      jac: [ 1.202e-03  1.162e-03  1.122e-03  1.300e-03  1.414e-03
             1.123e-03  1.230e-03]
     nfev: 16
     njev: 2
 hess_inv: <7x7 LbfgsInvHessProduct with dtype=float64>
